{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4d74189b-7494-4bb7-a1be-e543d12cf3ab",
   "metadata": {},
   "source": [
    "#### ❇️ Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "509891d1-b48e-463c-8087-3535ba484e3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f652a3d-3c0c-40ec-b0b2-4dae309c6111",
   "metadata": {},
   "source": [
    "#### ❇️ Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9083cf8c-ba5e-4691-bb87-4658db025f57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>island</th>\n",
       "      <th>bill_length_mm</th>\n",
       "      <th>bill_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "      <th>sex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.1</td>\n",
       "      <td>18.7</td>\n",
       "      <td>181.0</td>\n",
       "      <td>3750.0</td>\n",
       "      <td>Male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.5</td>\n",
       "      <td>17.4</td>\n",
       "      <td>186.0</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>Female</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  species     island  bill_length_mm  bill_depth_mm  flipper_length_mm  \\\n",
       "0  Adelie  Torgersen            39.1           18.7              181.0   \n",
       "1  Adelie  Torgersen            39.5           17.4              186.0   \n",
       "\n",
       "   body_mass_g     sex  \n",
       "0       3750.0    Male  \n",
       "1       3800.0  Female  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# seaborn provides some builtin datasets. We will use 🐧 penguins dataset today\n",
    "# to explore more try this 👉 print(sns.get_dataset_names())\n",
    "penguins = sns.load_dataset('penguins')\n",
    "penguins.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "995b23e7-740d-4fc0-94d0-f8e21c6656bf",
   "metadata": {},
   "source": [
    "#### ❇️ Joint kde plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "76f6d966-940d-4cb9-86b9-34c3bbd4372a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x19361f070>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's say we want a joint kde plot of penguin's bill_depth and bill_length\n",
    "# the semantic we use here is species.\n",
    "# We are able to see both univariate and bivariate kde plots 👇 \n",
    "sns.jointplot(data=penguins, x=\"bill_length_mm\", y=\"bill_depth_mm\", hue=\"species\", kind=\"kde\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0227182f-9629-4fd6-992e-8b472b4da798",
   "metadata": {},
   "source": [
    "#### ❇️ Hope you enjoyed reading!! 📖\n",
    "#### ❇️ Follow me for more tutorials like this!! 🙌 \n",
    "#### ❇️ Cheers!! 🍻 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "34c2b935-61e2-45a1-ad7e-b169730f7c02",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_twitter",
   "language": "python",
   "name": "env_twitter"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
